584 citations · 688 across the 17 of their papers we have counts for
Showing 2022 · cs.LGShow all
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cs.LG2022★ 3 cited
A Logic for Expressing Log-Precision Transformers
William Merrill, Ashish Sabharwal
One way to interpret the reasoning power of transformer-based language models is to describe the types of logical rules they can resolve over some input text. Recently, Chiang et a…
cs.LG2022★ 1 cited
Extracting Finite Automata from RNNs Using State Merging
William Merrill, Nikolaos Tsilivis
One way to interpret the behavior of a blackbox recurrent neural network (RNN) is to extract from it a more interpretable discrete computational model, like a finite state machine,…